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Online anomaly detection with kernel density estimators

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Figure 2.1: In this example, a depth-2 binary tree partitions the observation space S = [−A, A] × [−A, A]
Figure 5.1: The ROC performance of the compared algorithms on a mixture of two Gaussian components.
Figure 5.2: The ROC performance of the compared algorithms on the Occupancy dataset.
Figure 5.3: For the Occupancy dataset, kernel bandwidth probability variations of our algo- algo-rithm in time.
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